Day 13 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295617
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 10 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 8 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 11 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -104.4702418)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32186 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:48:23.888967
Analysis finished	2022-12-20 08:50:12.370371
Duration	1 minute and 48.48 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295617
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45458.056

Minimum	0
Maximum	90909.77
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4548.196
Q1	22720.78
median	45461.802
Q3	68192.38
95-th percentile	86375.674
Maximum	90909.77
Range	90909.77
Interquartile range (IQR)	45471.6

Descriptive statistics

Standard deviation	26246.34
Coefficient of variation (CV)	0.57737489
Kurtosis	-1.200327
Mean	45458.056
Median Absolute Deviation (MAD)	22735.841
Skewness	-4.4726011 × 10^-5
Sum	1.3438174 × 10¹⁰
Variance	6.8887037 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60643.254	1	< 0.1%
60615.208	1	< 0.1%
60614.902	1	< 0.1%
60614.596	1	< 0.1%
60614.292	1	< 0.1%
60613.987	1	< 0.1%
60613.683	1	< 0.1%
60613.378	1	< 0.1%
60613.073	1	< 0.1%
Other values (295607)	295607	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.309	1	< 0.1%
0.618	1	< 0.1%
0.928	1	< 0.1%
1.237	1	< 0.1%
1.547	1	< 0.1%
1.856	1	< 0.1%
2.166	1	< 0.1%
2.474	1	< 0.1%
2.784	1	< 0.1%

Value	Count	Frequency (%)
90909.77	1	< 0.1%
90909.461	1	< 0.1%
90909.151	1	< 0.1%
90908.843	1	< 0.1%
90908.534	1	< 0.1%
90908.227	1	< 0.1%
90907.917	1	< 0.1%
90907.608	1	< 0.1%
90907.299	1	< 0.1%
90906.99	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	299
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8978496

Minimum	0
Maximum	20
Zeros	32186
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4275957
Coefficient of variation (CV)	0.64939315
Kurtosis	-1.2332917
Mean	9.8978496
Median Absolute Deviation (MAD)	6.67
Skewness	0.0096019633
Sum	2925972.6
Variance	41.313987
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32186	10.9%
4.44	29261	9.9%
2.22	29251	9.9%
11.11	29240	9.9%
6.67	29240	9.9%
13.33	29239	9.9%
8.89	29237	9.9%
20	29226	9.9%
17.78	29225	9.9%
15.56	29222	9.9%
Other values (289)	290	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32186	10.9%
0.1931	1	< 0.1%
0.2464	1	< 0.1%
0.2708	1	< 0.1%
0.4396	1	< 0.1%
0.4932	1	< 0.1%
0.5772	1	< 0.1%
0.8702	1	< 0.1%
0.8813	1	< 0.1%
0.928	1	< 0.1%

Value	Count	Frequency (%)
20	29226	9.9%
19.8134	1	< 0.1%
19.7536	1	< 0.1%
19.56	1	< 0.1%
19.0987	1	< 0.1%
19.0765	1	< 0.1%
18.707	1	< 0.1%
18.6325	1	< 0.1%
18.5687	1	< 0.1%
18.4016	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	20174
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.918431

Minimum	16.34
Maximum	72.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.34
5-th percentile	24.07
Q1	38.07
median	47.96
Q3	57.14
95-th percentile	66.54
Maximum	72.61
Range	56.27
Interquartile range (IQR)	19.07

Descriptive statistics

Standard deviation	12.682915
Coefficient of variation (CV)	0.2703184
Kurtosis	-0.77275946
Mean	46.918431
Median Absolute Deviation (MAD)	9.79
Skewness	-0.19845348
Sum	13869886
Variance	160.85634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.07	3455	1.2%
48.98	3347	1.1%
38.09	2934	1.0%
39.14	2867	1.0%
30.68	2606	0.9%
38.07	2402	0.8%
32.78	2381	0.8%
52.53	2336	0.8%
32.76	2028	0.7%
39.12	2021	0.7%
Other values (20164)	269240	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.34	29	< 0.1%
16.36	1	< 0.1%
16.4004	1	< 0.1%
16.5338	1	< 0.1%
16.5743	1	< 0.1%
16.7077	1	< 0.1%
16.7481	1	< 0.1%
16.8809	1	< 0.1%
16.91	141	< 0.1%
16.9369	1	< 0.1%

Value	Count	Frequency (%)
72.61	92	< 0.1%
72.6099	1	< 0.1%
72.6096	1	< 0.1%
72.6093	1	< 0.1%
72.5762	1	< 0.1%
72.5176	1	< 0.1%
72.4332	1	< 0.1%
72.3745	1	< 0.1%
72.2901	1	< 0.1%
72.2315	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	6656
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.960761

Minimum	24.46
Maximum	25.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	24.46
5-th percentile	24.54
Q1	24.62
median	24.9
Q3	25.26
95-th percentile	25.58
Maximum	25.66
Range	1.2
Interquartile range (IQR)	0.64

Descriptive statistics

Standard deviation	0.34795154
Coefficient of variation (CV)	0.013939941
Kurtosis	-1.1272518
Mean	24.960761
Median Absolute Deviation (MAD)	0.28
Skewness	0.44668933
Sum	7378825.4
Variance	0.12107027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.54	25690	8.7%
24.62	25169	8.5%
24.7	23946	8.1%
24.94	20655	7.0%
24.58	14960	5.1%
25.5	14166	4.8%
24.82	11645	3.9%
24.74	11380	3.8%
25.42	9315	3.2%
25.26	8833	3.0%
Other values (6646)	129858	43.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.46	431	0.1%
24.461	2	< 0.1%
24.4611	1	< 0.1%
24.4612	1	< 0.1%
24.4614	1	< 0.1%
24.4616	1	< 0.1%
24.462	1	< 0.1%
24.4621	1	< 0.1%
24.4624	1	< 0.1%
24.4626	1	< 0.1%

Value	Count	Frequency (%)
25.66	2529	0.9%
25.6596	1	< 0.1%
25.6593	1	< 0.1%
25.6591	1	< 0.1%
25.659	2	< 0.1%
25.6587	1	< 0.1%
25.6586	1	< 0.1%
25.6584	1	< 0.1%
25.658	1	< 0.1%
25.6578	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11440
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94538

Minimum	0
Maximum	273.0725
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7564
Q1	239.8954
median	239.9717
Q3	240.0451
95-th percentile	240.182
Maximum	273.0725
Range	273.0725
Interquartile range (IQR)	0.1497

Descriptive statistics

Standard deviation	1.8882839
Coefficient of variation (CV)	0.0078696407
Kurtosis	12409.044
Mean	239.94538
Median Absolute Deviation (MAD)	0.0748
Skewness	-104.47024
Sum	70931933
Variance	3.5656162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9882	142	< 0.1%
239.993	142	< 0.1%
239.9704	140	< 0.1%
239.9825	139	< 0.1%
239.9787	139	< 0.1%
239.9772	137	< 0.1%
239.9695	136	< 0.1%
239.9927	135	< 0.1%
239.9479	133	< 0.1%
239.9883	133	< 0.1%
Other values (11430)	294241	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	< 0.1%
0.2216	1	< 0.1%
0.5189	1	< 0.1%
0.8152	1	< 0.1%
18.0912	1	< 0.1%
38.9312	1	< 0.1%
59.6364	1	< 0.1%
90.1918	1	< 0.1%
108.1963	1	< 0.1%
112.9647	1	< 0.1%

Value	Count	Frequency (%)
273.0725	1	< 0.1%
271.2882	1	< 0.1%
263.7828	1	< 0.1%
261.2391	1	< 0.1%
258.8797	1	< 0.1%
257.86	1	< 0.1%
257.7136	1	< 0.1%
256.5685	1	< 0.1%
256.5341	1	< 0.1%
256.0137	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1766
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3550143

Minimum	0.198
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.198
5-th percentile	0.1992
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.8988
Maximum	0.9
Range	0.702
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28845866
Coefficient of variation (CV)	0.81252686
Kurtosis	-0.20652908
Mean	0.3550143
Median Absolute Deviation (MAD)	0.0001
Skewness	1.3368413
Sum	104948.26
Variance	0.083208396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	147140	49.8%
0.898	19547	6.6%
0.899	11498	3.9%
0.199	6611	2.2%
0.201	5865	2.0%
0.1998	4481	1.5%
0.1994	4424	1.5%
0.1997	4421	1.5%
0.1991	4419	1.5%
0.1992	4416	1.5%
Other values (1756)	82795	28.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.198	1	< 0.1%
0.1981	2	< 0.1%
0.1984	2	< 0.1%
0.1987	1	< 0.1%
0.1989	1	< 0.1%
0.199	6611	2.2%
0.1991	4419	1.5%
0.1992	4416	1.5%
0.1993	4342	1.5%
0.1994	4424	1.5%

Value	Count	Frequency (%)
0.9	21	< 0.1%
0.8999	41	< 0.1%
0.8998	47	< 0.1%
0.8997	26	< 0.1%
0.8996	36	< 0.1%
0.8995	36	< 0.1%
0.8994	24	< 0.1%
0.8993	47	< 0.1%
0.8992	40	< 0.1%
0.8991	33	< 0.1%

R1 (MOhm)
Real number (ℝ)

Distinct	8464
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.233782

Minimum	0.0339
Maximum	117.8584
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0339
5-th percentile	0.0792
Q1	0.4345
median	2.1651
Q3	30.9681
95-th percentile	73.1111
Maximum	117.8584
Range	117.8245
Interquartile range (IQR)	30.5336

Descriptive statistics

Standard deviation	24.760164
Coefficient of variation (CV)	1.4367226
Kurtosis	0.73460142
Mean	17.233782
Median Absolute Deviation (MAD)	2.0831
Skewness	1.3857407
Sum	5094598.8
Variance	613.06573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76.9383	767	0.3%
77.677	755	0.3%
75.0345	732	0.2%
73.7788	719	0.2%
75.6194	716	0.2%
74.3444	712	0.2%
79.7171	696	0.2%
73.1111	691	0.2%
76.3332	679	0.2%
79.0683	674	0.2%
Other values (8454)	288476	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0339	2	< 0.1%
0.034	1	< 0.1%
0.0341	1	< 0.1%
0.0342	1	< 0.1%
0.0345	2	< 0.1%
0.0347	3	< 0.1%
0.0348	3	< 0.1%
0.0351	4	< 0.1%
0.0352	2	< 0.1%
0.0353	2	< 0.1%

Value	Count	Frequency (%)
117.8584	1	< 0.1%
116.4568	1	< 0.1%
114.818	6	< 0.1%
113.4868	7	< 0.1%
111.9292	10	< 0.1%
110.6632	16	< 0.1%
109.181	21	< 0.1%
107.9756	43	< 0.1%
106.5634	30	< 0.1%
105.4143	45	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8206
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.125991

Minimum	0.0594
Maximum	157.6027
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0594
5-th percentile	0.1409
Q1	0.5067
median	1.6152
Q3	34.9088
95-th percentile	80.5097
Maximum	157.6027
Range	157.5433
Interquartile range (IQR)	34.4021

Descriptive statistics

Standard deviation	28.206296
Coefficient of variation (CV)	1.4747626
Kurtosis	0.22560085
Mean	19.125991
Median Absolute Deviation (MAD)	1.4728
Skewness	1.2973568
Sum	5653968.1
Variance	795.59512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.5541	1093	0.4%
84.278	1084	0.4%
79.7171	1083	0.4%
81.1822	1072	0.4%
85.1632	1052	0.4%
85.915	1050	0.4%
82.7015	1042	0.4%
80.5097	1025	0.3%
78.3034	1019	0.3%
79.0683	1012	0.3%
Other values (8196)	285085	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0594	1	< 0.1%
0.0595	1	< 0.1%
0.0607	1	< 0.1%
0.0608	1	< 0.1%
0.0611	4	< 0.1%
0.0613	1	< 0.1%
0.0614	1	< 0.1%
0.0617	1	< 0.1%
0.0618	1	< 0.1%
0.0622	1	< 0.1%

Value	Count	Frequency (%)
157.6027	1	< 0.1%
133.9633	1	< 0.1%
128.0195	1	< 0.1%
121.0628	2	< 0.1%
117.8584	1	< 0.1%
116.4568	2	< 0.1%
114.818	3	< 0.1%
113.4868	14	< 0.1%
111.9292	10	< 0.1%
110.6632	17	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8193
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.098577

Minimum	0.0541
Maximum	133.1563
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0541
5-th percentile	0.1115
Q1	0.6096
median	4.6395
Q3	47.0683
95-th percentile	83.0507
Maximum	133.1563
Range	133.1022
Interquartile range (IQR)	46.4587

Descriptive statistics

Standard deviation	29.275874
Coefficient of variation (CV)	1.2674319
Kurtosis	-0.42255806
Mean	23.098577
Median Absolute Deviation (MAD)	4.5264
Skewness	1.0063418
Sum	6828331.9
Variance	857.07678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.2033	1185	0.4%
83.7703	1168	0.4%
84.6501	1153	0.4%
83.0507	1150	0.4%
86.3116	1124	0.4%
85.3974	1107	0.4%
81.51	1098	0.4%
87.0883	1054	0.4%
80.6932	1034	0.3%
80.0247	994	0.3%
Other values (8183)	284550	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0541	1	< 0.1%
0.0546	1	< 0.1%
0.0549	1	< 0.1%
0.055	1	< 0.1%
0.0551	2	< 0.1%
0.0558	1	< 0.1%
0.0559	1	< 0.1%
0.0562	2	< 0.1%
0.0563	1	< 0.1%
0.0564	1	< 0.1%

Value	Count	Frequency (%)
133.1563	1	< 0.1%
117.1484	1	< 0.1%
112.8031	3	< 0.1%
111.2549	9	< 0.1%
109.9965	29	< 0.1%
108.5233	54	< 0.1%
107.3251	53	< 0.1%
105.9214	77	< 0.1%
104.7792	80	< 0.1%
103.4404	84	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7518
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.194587

Minimum	0.0388
Maximum	102.952
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0388
5-th percentile	0.1012
Q1	2.2035
median	23.8181
Q3	37.7935
95-th percentile	55.6951
Maximum	102.952
Range	102.9132
Interquartile range (IQR)	35.59

Descriptive statistics

Standard deviation	19.14882
Coefficient of variation (CV)	0.82557278
Kurtosis	-0.93426245
Mean	23.194587
Median Absolute Deviation (MAD)	17.1414
Skewness	0.31553528
Sum	6856714.3
Variance	366.6773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.0062	1114	0.4%
38.4023	1104	0.4%
39.2192	1098	0.4%
38.8066	1095	0.4%
36.4987	1094	0.4%
36.6641	1094	0.4%
41.4185	1089	0.4%
39.835	1088	0.4%
36.3021	1087	0.4%
37.7935	1078	0.4%
Other values (7508)	284676	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0388	1	< 0.1%
0.0392	1	< 0.1%
0.0394	1	< 0.1%
0.0396	1	< 0.1%
0.0397	1	< 0.1%
0.0398	2	< 0.1%
0.04	2	< 0.1%
0.0403	1	< 0.1%
0.0405	1	< 0.1%
0.0406	1	< 0.1%

Value	Count	Frequency (%)
102.952	1	< 0.1%
94.1082	1	< 0.1%
90.6217	1	< 0.1%
87.5664	1	< 0.1%
86.4726	1	< 0.1%
85.5816	4	< 0.1%
84.5361	11	< 0.1%
83.6839	13	< 0.1%
82.6836	25	< 0.1%
81.8678	22	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7782
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.078748

Minimum	0.0478
Maximum	144.3276
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0478
5-th percentile	0.1146
Q1	2.0238
median	34.6844
Q3	54.0448
95-th percentile	81.8393
Maximum	144.3276
Range	144.2798
Interquartile range (IQR)	52.021

Descriptive statistics

Standard deviation	28.199346
Coefficient of variation (CV)	0.85249134
Kurtosis	-0.99649088
Mean	33.078748
Median Absolute Deviation (MAD)	26.1375
Skewness	0.33310589
Sum	9778640.3
Variance	795.20313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.4875	1437	0.5%
52.7357	1401	0.5%
51.1571	1370	0.5%
50.296	1354	0.5%
50.8849	1336	0.5%
49.4117	1327	0.4%
51.7661	1326	0.4%
49.1574	1320	0.4%
53.3824	1308	0.4%
54.7235	1306	0.4%
Other values (7772)	282132	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0478	2	< 0.1%
0.048	1	< 0.1%
0.0482	1	< 0.1%
0.0483	2	< 0.1%
0.0484	1	< 0.1%
0.0485	1	< 0.1%
0.0489	1	< 0.1%
0.049	1	< 0.1%
0.0491	1	< 0.1%
0.0492	1	< 0.1%

Value	Count	Frequency (%)
144.3276	1	< 0.1%
142.2337	1	< 0.1%
133.6943	1	< 0.1%
129.7955	1	< 0.1%
127.7625	1	< 0.1%
126.116	3	< 0.1%
124.1949	2	< 0.1%
122.6378	8	< 0.1%
120.8197	8	< 0.1%
119.345	9	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7767
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.620371

Minimum	0.0473
Maximum	175.4801
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0473
5-th percentile	0.1233
Q1	1.6735
median	24.3489
Q3	51.1251
95-th percentile	79.9474
Maximum	175.4801
Range	175.4328
Interquartile range (IQR)	49.4516

Descriptive statistics

Standard deviation	27.8007
Coefficient of variation (CV)	0.9385669
Kurtosis	-0.90805326
Mean	29.620371
Median Absolute Deviation (MAD)	24.1451
Skewness	0.53116915
Sum	8756285.2
Variance	772.87889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.8369	1175	0.4%
50.4951	1173	0.4%
53.1112	1165	0.4%
49.6055	1165	0.4%
50.2138	1164	0.4%
51.7707	1164	0.4%
49.8802	1149	0.4%
51.1251	1144	0.4%
49.0116	1135	0.4%
52.4326	1133	0.4%
Other values (7757)	284050	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0473	1	< 0.1%
0.0479	1	< 0.1%
0.0482	1	< 0.1%
0.0486	1	< 0.1%
0.0487	1	< 0.1%
0.0489	1	< 0.1%
0.0491	1	< 0.1%
0.0492	1	< 0.1%
0.0495	2	< 0.1%
0.0496	1	< 0.1%

Value	Count	Frequency (%)
175.4801	1	< 0.1%
150.3595	1	< 0.1%
131.5013	1	< 0.1%
125.7588	2	< 0.1%
116.8232	2	< 0.1%
115.3585	7	< 0.1%
113.6483	8	< 0.1%
112.2611	23	< 0.1%
110.6402	37	< 0.1%
109.3244	52	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7613
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.195349

Minimum	0.0532
Maximum	134.7263
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0532
5-th percentile	0.1219
Q1	2.1587
median	34.1972
Q3	54.3932
95-th percentile	82.883
Maximum	134.7263
Range	134.6731
Interquartile range (IQR)	52.2345

Descriptive statistics

Standard deviation	28.320643
Coefficient of variation (CV)	0.85315093
Kurtosis	-1.0621174
Mean	33.195349
Median Absolute Deviation (MAD)	26.2576
Skewness	0.32256287
Sum	9813109.6
Variance	802.05883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.7185	1430	0.5%
52.0732	1377	0.5%
52.4174	1368	0.5%
54.7053	1367	0.5%
51.7898	1367	0.5%
56.1218	1349	0.5%
51.4536	1345	0.5%
50.8483	1343	0.5%
53.0601	1334	0.5%
53.3574	1332	0.5%
Other values (7603)	282005	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0532	1	< 0.1%
0.0533	1	< 0.1%
0.0534	2	< 0.1%
0.0538	1	< 0.1%
0.0539	1	< 0.1%
0.054	1	< 0.1%
0.0543	1	< 0.1%
0.0544	2	< 0.1%
0.0547	2	< 0.1%
0.0549	1	< 0.1%

Value	Count	Frequency (%)
134.7263	1	< 0.1%
116.9118	2	< 0.1%
115.5214	2	< 0.1%
113.8957	8	< 0.1%
112.5752	13	< 0.1%
111.0301	35	< 0.1%
109.7743	51	< 0.1%
108.304	82	< 0.1%
107.1083	94	< 0.1%
105.7075	136	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6216
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.623366

Minimum	0.0334
Maximum	112.891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0334
5-th percentile	0.0998
Q1	13.1274
median	29.9763
Q3	44.4719
95-th percentile	66.0689
Maximum	112.891
Range	112.8576
Interquartile range (IQR)	31.3445

Descriptive statistics

Standard deviation	21.487029
Coefficient of variation (CV)	0.72534058
Kurtosis	-0.78232883
Mean	29.623366
Median Absolute Deviation (MAD)	14.8724
Skewness	0.14774979
Sum	8757170.5
Variance	461.69243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.5736	1092	0.4%
56.4158	1086	0.4%
52.6564	1082	0.4%
50.3742	1079	0.4%
53.7445	1078	0.4%
51.311	1076	0.4%
54.8097	1076	0.4%
54.073	1073	0.4%
54.4724	1072	0.4%
52.3446	1069	0.4%
Other values (6206)	284834	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0334	1	< 0.1%
0.0335	2	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.0341	1	< 0.1%
0.0343	1	< 0.1%
0.0345	1	< 0.1%
0.0346	1	< 0.1%
0.0347	4	< 0.1%
0.0348	1	< 0.1%

Value	Count	Frequency (%)
112.891	1	< 0.1%
105.4803	2	< 0.1%
102.8265	1	< 0.1%
101.6635	2	< 0.1%
100.3018	1	< 0.1%
99.1944	2	< 0.1%
97.8971	5	< 0.1%
96.8414	5	< 0.1%
95.604	8	< 0.1%
94.5965	12	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6148
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.416521

Minimum	0.0292
Maximum	109.1693
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0292
5-th percentile	0.097
Q1	8.6555
median	23.4225
Q3	39.0446
95-th percentile	64.1837
Maximum	109.1693
Range	109.1401
Interquartile range (IQR)	30.3891

Descriptive statistics

Standard deviation	20.273079
Coefficient of variation (CV)	0.79763391
Kurtosis	-0.63739735
Mean	25.416521
Median Absolute Deviation (MAD)	15.4539
Skewness	0.45323028
Sum	7513555.8
Variance	410.99775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0975	3029	1.0%
0.0973	2963	1.0%
0.0972	2932	1.0%
0.0976	2917	1.0%
0.0977	2697	0.9%
0.0971	2636	0.9%
0.097	2487	0.8%
0.0978	2375	0.8%
0.098	2071	0.7%
0.0968	2060	0.7%
Other values (6138)	269450	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0292	1	< 0.1%
0.0293	2	< 0.1%
0.0298	2	< 0.1%
0.0299	2	< 0.1%
0.03	1	< 0.1%
0.0302	4	< 0.1%
0.0304	2	< 0.1%
0.0306	1	< 0.1%
0.0307	4	< 0.1%
0.0308	2	< 0.1%

Value	Count	Frequency (%)
109.1693	1	< 0.1%
87.7234	2	< 0.1%
84.9877	2	< 0.1%
84.2149	1	< 0.1%
83.3057	1	< 0.1%
82.5627	1	< 0.1%
81.6883	10	< 0.1%
80.9734	13	< 0.1%
80.1318	23	< 0.1%
79.4435	48	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6399
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.897309

Minimum	0.0374
Maximum	122.1443
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0374
5-th percentile	0.1186
Q1	8.2831
median	25.3118
Q3	41.8301
95-th percentile	64.1416
Maximum	122.1443
Range	122.1069
Interquartile range (IQR)	33.547

Descriptive statistics

Standard deviation	21.075719
Coefficient of variation (CV)	0.78356238
Kurtosis	-0.82243644
Mean	26.897309
Median Absolute Deviation (MAD)	16.7043
Skewness	0.34495186
Sum	7951301.7
Variance	444.18595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1202	2128	0.7%
0.1204	2106	0.7%
0.1201	1970	0.7%
0.1205	1948	0.7%
0.1206	1813	0.6%
0.1199	1729	0.6%
0.1208	1638	0.6%
0.1198	1595	0.5%
0.1209	1552	0.5%
0.1197	1408	0.5%
Other values (6389)	277730	93.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0374	1	< 0.1%
0.0377	1	< 0.1%
0.0379	1	< 0.1%
0.038	2	< 0.1%
0.0381	4	< 0.1%
0.0384	2	< 0.1%
0.0386	2	< 0.1%
0.0387	1	< 0.1%
0.0388	4	< 0.1%
0.039	1	< 0.1%

Value	Count	Frequency (%)
122.1443	1	< 0.1%
104.7792	1	< 0.1%
91.7066	1	< 0.1%
90.6767	1	< 0.1%
89.8357	8	< 0.1%
88.8467	10	< 0.1%
88.0388	9	< 0.1%
87.0883	18	< 0.1%
86.3116	25	< 0.1%
85.3974	21	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6267
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.516124

Minimum	0.0313
Maximum	102.6604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0313
5-th percentile	0.1084
Q1	11.1672
median	29.4858
Q3	45.0218
95-th percentile	66.8349
Maximum	102.6604
Range	102.6291
Interquartile range (IQR)	33.8546

Descriptive statistics

Standard deviation	21.818184
Coefficient of variation (CV)	0.73919543
Kurtosis	-0.84720114
Mean	29.516124
Median Absolute Deviation (MAD)	15.9272
Skewness	0.18417595
Sum	8725468.1
Variance	476.03315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.109	3258	1.1%
0.1089	3214	1.1%
0.1092	3053	1.0%
0.1088	3005	1.0%
0.1086	2502	0.8%
0.1093	2381	0.8%
0.1094	2100	0.7%
0.1085	2084	0.7%
0.1096	1895	0.6%
0.1098	1677	0.6%
Other values (6257)	270448	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0313	1	< 0.1%
0.0317	1	< 0.1%
0.0318	5	< 0.1%
0.032	5	< 0.1%
0.0323	2	< 0.1%
0.0325	8	< 0.1%
0.0326	2	< 0.1%
0.0327	1	< 0.1%
0.0328	3	< 0.1%
0.033	7	< 0.1%

Value	Count	Frequency (%)
102.6604	1	< 0.1%
99.1078	1	< 0.1%
92.8633	3	< 0.1%
91.9845	11	< 0.1%
90.9514	13	< 0.1%
90.1079	22	< 0.1%
89.1159	35	< 0.1%
88.3056	43	< 0.1%
87.3522	57	< 0.1%
86.5731	63	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6232
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.358143

Minimum	0.0331
Maximum	113.3728
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0331
5-th percentile	0.1079
Q1	10.4208
median	27.98
Q3	41.8191
95-th percentile	58.8007
Maximum	113.3728
Range	113.3397
Interquartile range (IQR)	31.3983

Descriptive statistics

Standard deviation	19.861775
Coefficient of variation (CV)	0.72599134
Kurtosis	-0.85391724
Mean	27.358143
Median Absolute Deviation (MAD)	14.785
Skewness	0.11002342
Sum	8087532.1
Variance	394.49009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1094	1388	0.5%
0.1095	1324	0.4%
0.1093	1323	0.4%
0.1096	1305	0.4%
0.109	1260	0.4%
0.1091	1258	0.4%
55.4749	1241	0.4%
54.4059	1212	0.4%
56.5195	1209	0.4%
54.7785	1207	0.4%
Other values (6222)	282890	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0331	1	< 0.1%
0.0337	1	< 0.1%
0.0338	2	< 0.1%
0.0342	2	< 0.1%
0.0343	2	< 0.1%
0.0344	1	< 0.1%
0.0346	2	< 0.1%
0.0347	1	< 0.1%
0.0348	3	< 0.1%
0.0349	2	< 0.1%

Value	Count	Frequency (%)
113.3728	1	< 0.1%
89.2954	4	< 0.1%
88.4834	4	< 0.1%
87.5281	6	< 0.1%
86.7475	13	< 0.1%
85.8287	39	< 0.1%
85.0777	34	< 0.1%
84.1934	62	< 0.1%
83.4702	73	< 0.1%
82.6184	93	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6393
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.983163

Minimum	0.0331
Maximum	90.1271
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0331
5-th percentile	0.1018
Q1	8.4775
median	24.0542
Q3	38.0327
95-th percentile	58.9429
Maximum	90.1271
Range	90.094
Interquartile range (IQR)	29.5552

Descriptive statistics

Standard deviation	19.195789
Coefficient of variation (CV)	0.76834904
Kurtosis	-0.73640257
Mean	24.983163
Median Absolute Deviation (MAD)	14.3218
Skewness	0.32406718
Sum	7385447.6
Variance	368.47832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1037	1293	0.4%
0.1038	1279	0.4%
0.1035	1251	0.4%
0.1039	1248	0.4%
0.1034	1240	0.4%
0.104	1231	0.4%
0.1032	1212	0.4%
0.1042	1105	0.4%
0.1031	1105	0.4%
0.103	1096	0.4%
Other values (6383)	283557	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0331	1	< 0.1%
0.0338	1	< 0.1%
0.0339	1	< 0.1%
0.0341	3	< 0.1%
0.0345	1	< 0.1%
0.0348	1	< 0.1%
0.0349	1	< 0.1%
0.035	2	< 0.1%
0.0351	2	< 0.1%
0.0352	1	< 0.1%

Value	Count	Frequency (%)
90.1271	1	< 0.1%
87.5052	1	< 0.1%
81.016	2	< 0.1%
80.2041	8	< 0.1%
79.5397	12	< 0.1%
78.7567	18	< 0.1%
78.1157	27	< 0.1%
77.3599	43	< 0.1%
76.7411	60	< 0.1%
76.0113	82	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6184
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.274342

Minimum	0.0325
Maximum	124.0859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0325
5-th percentile	0.1074
Q1	10.3284
median	28.8391
Q3	47.2945
95-th percentile	71.2524
Maximum	124.0859
Range	124.0534
Interquartile range (IQR)	36.9661

Descriptive statistics

Standard deviation	23.190534
Coefficient of variation (CV)	0.7660128
Kurtosis	-0.94311424
Mean	30.274342
Median Absolute Deviation (MAD)	18.4554
Skewness	0.2601318
Sum	8949610.2
Variance	537.80085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1079	2809	1.0%
0.108	2714	0.9%
0.1078	2665	0.9%
0.1082	2433	0.8%
0.1077	2415	0.8%
0.1083	2387	0.8%
0.1084	2291	0.8%
0.1075	2107	0.7%
0.1086	2042	0.7%
0.1074	1814	0.6%
Other values (6174)	271940	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0325	1	< 0.1%
0.0326	1	< 0.1%
0.0327	4	< 0.1%
0.0328	1	< 0.1%
0.0329	2	< 0.1%
0.033	1	< 0.1%
0.0332	5	< 0.1%
0.0333	4	< 0.1%
0.0334	5	< 0.1%
0.0336	2	< 0.1%

Value	Count	Frequency (%)
124.0859	1	< 0.1%
120.6638	2	< 0.1%
102.1866	1	< 0.1%
95.4717	1	< 0.1%
92.521	2	< 0.1%
90.595	1	< 0.1%
89.5776	3	< 0.1%
88.7468	3	< 0.1%
87.7697	5	< 0.1%
86.9716	5	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	48.4700	24.6200	247.4926	0.2000	0.6831	0.6992	1.1940	16.0255	23.0855	11.2872	19.5953	53.0355	47.0753	55.1962	63.9090	51.8182	49.4775	63.3641
1	0.309	48.4700	24.6200	243.8282	0.1998	0.6649	0.6976	1.1514	15.2863	22.4605	10.3764	18.5686	53.0355	48.4789	52.8143	62.4980	50.3466	49.7900	63.3641
2	0.618	48.4700	24.6200	243.0668	0.2000	0.6481	0.6863	1.1133	14.3923	20.8138	9.8742	17.7525	43.7627	47.3693	55.5168	57.9038	51.5393	50.0533	65.8253
3	0.928	48.4700	24.6200	242.3030	0.2000	0.6318	0.6757	1.0795	14.0074	19.5772	9.3127	16.6801	53.0355	46.8330	51.5578	63.9090	52.4422	49.2201	62.4461
4	1.237	48.4702	24.6206	241.5632	0.2000	0.6178	0.6659	1.0480	13.1437	18.6348	8.7301	15.6956	59.7614	46.3085	54.5033	57.5565	51.5393	49.4775	64.8363
5	1.547	48.4733	24.6330	241.2188	0.1995	0.6039	0.6568	1.0198	12.7747	17.7043	8.1994	14.7045	53.3555	45.5201	51.5578	62.9890	49.4614	48.6628	62.4461
6	1.856	48.4763	24.6454	240.8755	0.2000	0.5916	0.6481	0.9915	11.8937	16.6426	7.7692	13.8468	58.4235	45.7953	53.8273	57.9038	51.5393	49.2201	64.8363
7	2.166	48.4794	24.6578	240.5311	0.2000	0.1396	0.2140	0.1754	0.4384	0.3879	0.2905	0.2678	3.1867	0.7689	0.9484	0.3151	0.2453	0.2055	0.1775
8	2.474	48.4800	24.6600	240.6843	0.8674	0.0623	0.1556	0.1123	0.1218	0.1293	0.1479	0.1284	0.1470	0.1154	0.1501	0.1288	0.1318	0.1189	0.1186
9	2.784	48.4800	24.6600	240.9469	0.8893	0.0684	0.1489	0.1078	0.1065	0.1140	0.1349	0.1208	0.1180	0.1036	0.1281	0.1184	0.1219	0.1122	0.1134

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295607	90906.990	63.9395	24.62	0.2216	0.8990	0.0950	0.1511	0.1284	0.1084	0.1255	0.1301	0.1344	0.1106	0.0998	0.1234	0.1112	0.1155	0.1098	0.1104
295608	90907.299	63.9400	24.62	0.0000	0.8990	0.0957	0.1520	0.1296	0.1090	0.1265	0.1306	0.1354	0.1107	0.0999	0.1234	0.1110	0.1155	0.1099	0.1104
295609	90907.608	63.9400	24.62	0.0000	0.8988	0.0965	0.1530	0.1304	0.1095	0.1275	0.1312	0.0759	0.1107	0.0996	0.1237	0.1109	0.0408	0.0644	0.0680
295610	90907.917	63.9400	24.62	0.0000	0.8990	0.1488	0.4153	0.6333	0.4560	0.7177	0.8362	1.2168	0.5940	0.6439	0.9380	1.6601	2.9394	4.1960	5.1170
295611	90908.227	63.9400	24.62	0.0000	0.2130	1.7089	4.2170	6.4014	4.3145	6.1736	6.9606	9.4870	17.8889	16.0915	18.8656	26.1827	31.7568	32.8770	41.1046
295612	90908.534	63.9400	24.62	0.0000	0.2080	9.9322	19.1578	30.1225	17.4705	28.2241	29.2848	35.2025	54.4724	51.7813	59.3023	63.4039	61.3484	53.8044	65.2822
295613	90908.843	63.9400	24.62	0.0000	0.2050	31.7887	50.6638	62.3092	32.0334	54.3512	57.2118	64.5292	78.2372	63.7388	69.2228	68.3506	70.6909	62.4181	74.9537
295614	90909.151	63.9400	24.62	0.0000	0.2040	57.7304	76.9383	80.6932	38.9931	82.5354	74.2258	77.0531	53.0355	70.6869	75.8734	76.1033	71.3160	61.0589	73.6785
295615	90909.461	63.9400	24.62	0.0000	0.2020	71.9176	82.0040	86.3116	40.7134	79.5571	83.9107	86.1372	82.1159	67.2807	71.4844	68.3506	74.2698	62.4181	74.9537
295616	90909.770	63.9400	24.62	0.0000	0.2010	61.8035	82.7015	87.0883	42.5889	83.3863	81.5165	79.0768	71.3599	67.8757	72.6707	76.1033	68.4882	61.0589	71.7899

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample